Commercial lines predictive analytics continue to develop and become more sophisticated. Some exciting changes are occurring related to new or improved external data available to commercial lines insurers. In addition, companies are implementing better business intelligence tools to monitor program performance after implementing analytics. This session will focus on the latest developments in commercial lines, before and after predictive modeling.